Fahad Ahmad

Motivated IT professional with over 4 years of industry experience and currently specializing in Data Science. Looking for master thesis in the field of Data Science and AI. Bringing forth decent experience in analyzing variety of datasets including point cloud, designing various machine learning models and performance evaluation.

• Automatic Detection of Vibratory Behavior of Honey Bees, Apr 2022 - July 2022, Berlin: Detect different behaviors of Honey Bees efficiently way. It was a class imbalance problem. Using data augmentation, the class imbalance was addressed. CNN-LSTM architecture was used to learn Spatio-temporal information from the video to efficiently detect different behaviors of Honey Bees. Evaluation based on F1 Score (an evaluation metric) we achieved very good results.

• Multi modal analysis of TikTok videos, Oct 2022 - Mar 2023, Berlin: The project focused on collecting and processing tiktok video data belonging to three different themes: Ukraine War, Climate Change and 5G technologies. Idea was to find pattern and identify sub-themes within the through unsupervised approach such as Clustering. Other approach included analysis of background music, identifying emotions, age, gender, and race based on facial expressions, converting speech to text and identifying dominant objects in the video frames using state-of-art model that is YOLO.